{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 归一化(normalization)\n",
    "\n",
    "### 3.1.1 归一化的目的\n",
    "### 3.1.2 归一化的本质\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1.3 最大值和最小值归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "归一化前:\n",
      " [[  9 285]\n",
      " [  9 126]\n",
      " [  8 128]\n",
      " [  9 222]\n",
      " [  2 158]\n",
      " [  5 198]\n",
      " [  9 110]\n",
      " [  3 208]\n",
      " [  2 155]\n",
      " [  8 211]]\n",
      "归一化后:\n",
      " [[1.         1.        ]\n",
      " [1.         0.09142857]\n",
      " [0.85714286 0.10285714]\n",
      " [1.         0.64      ]\n",
      " [0.         0.27428571]\n",
      " [0.42857143 0.50285714]\n",
      " [1.         0.        ]\n",
      " [0.14285714 0.56      ]\n",
      " [0.         0.25714286]\n",
      " [0.85714286 0.57714286]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "## 模拟归一化\n",
    "X_1 = np.random.randint(1,10,size=10)\n",
    "X_2 = np.random.randint(100,300,size=10)\n",
    "X = np.c_[X_1,X_2]\n",
    "print('归一化前:\\n',X)\n",
    "# 归一化\n",
    "X =( X-X.min(axis=0))/(X.max(axis=0)-X.min(axis=0))\n",
    "print('归一化后:\\n',X)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 1.        ],\n",
       "       [1.        , 0.09142857],\n",
       "       [0.85714286, 0.10285714],\n",
       "       [1.        , 0.64      ],\n",
       "       [0.        , 0.27428571],\n",
       "       [0.42857143, 0.50285714],\n",
       "       [1.        , 0.        ],\n",
       "       [0.14285714, 0.56      ],\n",
       "       [0.        , 0.25714286],\n",
       "       [0.85714286, 0.57714286]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用sklearn 计算\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "scaler  = MinMaxScaler()\n",
    "X = scaler.fit_transform(X)\n",
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1.4 0 均值标准化\n",
    "\n",
    "这种方法给于原始数据的均值(mean)和标准差(standard deviation)进行标准化，也叫做 Z-score 标准化。经过处理的数据符合标准正太分布，即均值为 0，标准差为 1。\n",
    "转化函数如下:\n",
    "$$ X^* = \\frac{X - \\mu}{\\sigma} $$\n",
    "其中 $\\mu$ 是原始数据的均值，$\\sigma$ 是原始数据的标准差。\n",
    "$$ \\mu = \\frac{1}{n}\\sum_{i=1}^n X_i $$\n",
    "$$ \\sigma = \\sqrt{\\frac{1}{n}\\sum_{i=1}^n (X_i - \\mu)^2} $$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.97874924, -0.7015161 ],\n",
       "       [-0.61624952, -0.44486387],\n",
       "       [ 0.47124963,  1.84789606],\n",
       "       [-0.97874924, -0.6330755 ],\n",
       "       [ 1.9212485 ,  0.49619431],\n",
       "       [ 0.10874992,  1.16349011],\n",
       "       [ 0.10874992, -1.31748145],\n",
       "       [-0.61624952,  0.37642327],\n",
       "       [-0.97874924,  0.53041461],\n",
       "       [ 1.55874878, -1.31748145]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([-4.4408921e-17,  0.0000000e+00])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([1., 1.])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# z-score 标准化\n",
    "import numpy as np\n",
    "\n",
    "X_1 = np.random.randint(1, 10, size=10)\n",
    "X_2 = np.random.randint(100, 300, size=10)\n",
    "X = np.c_[X_1, X_2]\n",
    "X = (X-X.mean(axis=0))/X.std(axis=0)\n",
    "display(X)\n",
    "X_mean = X.mean(axis=0)\n",
    "display(X_mean)\n",
    "X_std = X.std(axis=0)\n",
    "display(X_std)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.97874924, -0.7015161 ],\n",
       "       [-0.61624952, -0.44486387],\n",
       "       [ 0.47124963,  1.84789606],\n",
       "       [-0.97874924, -0.6330755 ],\n",
       "       [ 1.9212485 ,  0.49619431],\n",
       "       [ 0.10874992,  1.16349011],\n",
       "       [ 0.10874992, -1.31748145],\n",
       "       [-0.61624952,  0.37642327],\n",
       "       [-0.97874924,  0.53041461],\n",
       "       [ 1.55874878, -1.31748145]])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用 sklearn 求解\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaler.fit(X)\n",
    "X3 = scaler.transform(X)\n",
    "X3"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  3.2 正则化(regularization)\n",
    "\n",
    "### 3.2.1 过拧合欠拟合\n",
    "\n",
    "1. 欠拟合(under fit): 还没有拟合到位，训练集和测试集的准确率都还没有到达最高，学的还不到位。\n",
    "2. 过拟合(over fit): 拟合过度，训练集的准确率升高的同时，测试集的准确率反而降低。学的过度了，\n",
    "3. 恰到好处(just right): 过拧合欠，训练集和测试集准确率都达到巅峰。\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "正则化就是防止过拧合，增加模型鲁棒性(Robust)。\n",
    "\n",
    "举例说明: 下面两个式子描述同一条直线那个更好呢?\n",
    "$$ y = 0.3x_1+0.4x_2+0.5 $$\n",
    "$$ y = 3x_1+4x_2+5 $$\n",
    "  第一个更好，因为下面的公式是上面的十倍，当$w$越小公式的容错的能力就越好。因为吧测试数据带入公式中如果测试集原来的是[32,128]在带入的时候发生了一些偏差，\n",
    "如果说变成[30,120],第二个模型结果就会比第一个模型结果的偏差大的多。公式中 $y = W^Tx$, $W$ 是权重矩阵，$x$ 是输入向量，$y$ 是输出向量。当 $x$ 有一点错误，这个错误会通过$w$ 放大。但$w$ 不能太小，当$w$太小时,模型就没有意义了，无法应用。想要有一定的容错率又要保证正确率就要由正则项来发挥作用了！\n",
    "  所以正则化的本质就是牺牲模型在训练集上的准确率来提高推广、泛化能力，$W$在数值上越小越好，这样能抵抗数值的**扰动**，同时为了保证正确率 **W** 不能太小\n",
    "故而人们将原来的损失函数加上一个惩罚项，这里面损失函数就是原来固有的损失函数，比如回归的话通常是 MSE,分类的话通常是 cross-entropy 交叉熵。然后在加上一部分惩罚项来使得计算出来的模型$W$相对小一些来泛华能力。\n",
    "\n",
    "  常用的惩罚项 L1 和 L2 正则化：\n",
    "* $$L_1 = ||w||_1 = \\sum_{i=1}^n|w_i|           对应曼哈顿距离$$\n",
    "* $$L_2 = ||w||_2 = \\sqrt{\\sum_{i=1}^n w_i^2}           对应欧式距离$$\n",
    "\n",
    "其实 L1和L2 正则的公式数学里面的意义就是范数，代表空间向量到原点的距离:\n",
    "$$ L_p = ||w||_p = \\sqrt[p]{\\sum_{i=1}^n w_{i}^{p}} ,X=(x_1,x_2,...,x_n) $$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 数学中范数的概念： \n",
    "* $L_0$ 范数: 向量中非 0 元素的个数。$||x||_0 = x_i ,{x_i \\neq 0}$\n",
    "* $L_1$ 范数: 向量中绝对值最大的元素的绝对值。$||x||_1 =  \\sum_{i=1}^n |x_i|$\n",
    "* $L_2$ 范数: 向量中所有元素平方和的开方。$||x||_2 = \\sqrt{\\sum_{i=1}^n x_i^2}$\n",
    "* $L_p$范数: $||x||_p = \\sqrt[p]{\\sum_{i=1}^n |x_i|^p}$\n",
    "\n",
    "正则化是控制模型的复杂度，从而减少过拧合，一般是在损失函数中添加惩罚项:\n",
    "$$ F(w_i,x,y) = J(w_i,x,y) +\\alpha \\Omega(w_i) $$\n",
    "其中，$W$为权重，$X$为样本，$Y$为标签，、$\\alpha$为正则化参数，$\\Omega(w_i)$为正则化惩罚项目。\n",
    "\n",
    "举例说明:\n",
    "$$ \\begin{align}\n",
    " y_1 = w_0+w_1x (a) \\tag{a} \\\\\n",
    " y_2 = w_0+w_1x+w_2x^2 +w_3x^3+w_4x^4 \\tag{b}\n",
    " \\end{align} $$\n",
    "\n",
    " 预测的准确率: $b>a$, 模型复杂度: $b>a$ 新的一堆数据集，看准确率：$a>b$ 于是就产生一种过拧合现象。\n",
    " ![image.png](https://i-blog.csdnimg.cn/blog_migrate/9e0473c5a551dbb797651ced72c55460.png)\n",
    "\n",
    "常用的惩罚项目，一般使用$L_1$和$L_2$范数。\n",
    "$$ \\begin{align}\n",
    "F(w_i,x,y) = J(w_i,x,y)+\\alpha||w_i||_1 \\tag{$L_1正则化$} \\\\\n",
    "F(w_i,x,y) = J(w_i,x,y)+\\alpha||w_i||_2 \\tag{$L_2正则化$}\n",
    "\\end{align} $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=red>问题: 为什么加上 $L1$或者 $L2$ 正则化项，会减少过拧合呢?</font>\n",
    "正则化的数推导:\n",
    "\n",
    "为了能获得最好的参数 $w$，并让模型在训练和测试数据集上均能表现良好，当模型复杂的时候，$w$较多时，会产生过拟合现象。为了降低复杂度可以考虑适当的减少$w$参数数量。\n",
    "所以怎么减少$w$参数数量呢？一种方法就是令$w$中的某些值为0，这样就可以减少$w$参数的数量。$w=(w_0,w_1,w_2,...,w_n)^T$ 令向量中的某些 $w_i$ 为 0。\n",
    "\n",
    "于是这儿就有个优化问题: \n",
    "$$\\begin{align}\n",
    "    min(J(w,x,y)) \\\\\n",
    "    s.t. ||w||_0 \\leqslant C \n",
    "\\end{align}$$\n",
    "这儿可能无解。\n",
    "另外想法:让某些$w_i$ 接近0。\n",
    "$$\\begin{align}\n",
    "|w_0|+|w_1|+|w_2|+...+|w_n| \\leqslant C \\\\\n",
    "\\sqrt{w_0^2+w_1^2+w_2^2+...+w_n^2} \\leqslant C \n",
    "\\end{align}$$\n",
    "所以得出改优化问题:\n",
    "$$\\begin{align}\n",
    "    min(J(w,x,y)) \\\\\n",
    "    s.t. ||w||_1 \\leqslant C \n",
    "\\end{align}$$\n",
    "$$\\begin{align}\n",
    "    min(J(w,x,y)) \\\\\n",
    "    s.t. ||w||_2 \\leqslant C \n",
    "\\end{align}$$\n",
    "\n",
    "解优化问题:\n",
    "1.构造拉格朗日函数:\n",
    "$$L(w, \\lambda) = J(w,x,y) + \\lambda (||w||_1-C)$$\n",
    "$$L(w, \\lambda) = J(w,x,y) + \\lambda (||w||_2-C)$$\n",
    "令导读为 0 ：\n",
    "$$\\begin{align}\n",
    "\\frac{\\partial L}{\\partial w} &= 0 \\\\\n",
    "\\end{align}$$\n",
    "\n",
    "假设最优解为 $w^\\star，\\lambda^\\star$，则有：\n",
    "\n",
    "$$\\begin{align}\n",
    "\\dot{L}(w^\\star, \\lambda^\\star)=0 \\\\\n",
    "=> L(w^\\star, \\lambda^\\star) = J(w^\\star,x,y)+\\lambda^\\star (||w^\\star||_1-C) \\\\\n",
    "=> min_{w}J(w,x,y)+\\lambda^\\star (||w^\\star||_1-C) \\\\\n",
    "=> 因为 \\lambda^\\star{C} 是个常数对函数无影响可以去掉 \\\\\n",
    "=> min_{w}J(w,x,y)+\\lambda^\\star ||w||_1 这个就是 L1 正则化\n",
    "\\end{align}$$\n",
    "\n",
    "同理可得 $L2$ 正则化。\n",
    "\n",
    "#### 正则化的几何图形:\n",
    "假设模型使用二元线性回归: $\\hat{y} = w_1x_1+w_2x_2$ <br> \n",
    "损失函数的平方差损失: $J_0 = (y-\\hat{y})^2 =(y-w_1x_1-w_2x_2)^2$  \n",
    "L1 正则项目: $||w||_1 = |w_1|+|w_2|$ <br> \n",
    "总损失函数: $J = J_0+\\lambda ||w||_1$ <br> \n",
    "\n",
    "1.首先损失函数的图形如下:\n",
    "![image.png](https://picx.zhimg.com/v2-5bbae4ba84eaaf2495667e56b7b0a2f5_1440w.jpg)\n",
    "\n",
    "(1) 迭代中$(w_1,w_2)$，假设在第一象限，其他情况同理。<br>\n",
    "(2) 找到其他组$(w_1,w_2)$是$J_0$相等。<br>\n",
    "(3) 将$J_0$直线相等的数组$(w_1,w_2)$连成线，称作等高线电。等高线中心点$J_0$值为 0，通常不存在 <br>\n",
    "(4) 画出不同的$J_0$值对应的等高线。<br>\n",
    "\n",
    "$$ \\begin{align}\n",
    " F(w,x,y) = J(w,x,y) + \\lambda ||w||_1 \\\\\n",
    " = J(w,x,y)+\\lambda \\sum_{i=1}^n |w_i|\n",
    "\\end{align}$$\n",
    "按照二维平面举例说明:\n",
    "$$\\begin{align}\n",
    "F(w,x,y) &= J(w,x,y)+\\lambda |w_1|+\\lambda |w_2| ,  \\{|w1|+|w2| \\leqslant C\\} \\\\\n",
    "\\end{align}$$\n",
    "\n",
    "L1 的等高线过程:\n",
    "\n",
    "![image.png](https://i-blog.csdnimg.cn/blog_migrate/41894a3452a3e7a4723bd7da9b190f68.png#pic_center)\n",
    "\n",
    "L1 正则总损失过程:\n",
    "\n",
    "![image.png](https://i-blog.csdnimg.cn/blog_migrate/257c3ea260f8b8f52ced0ef898429db4.png#pic_center)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " 为什么$w_i$是趋近 0 而不是直接等于 0\n",
    " #### 数学原理角度\n",
    "- **L2正则化的数学形式**：L2正则化是在损失函数中添加参数的平方和作为正则化项，即\\(L = L_0+\\lambda\\sum_{i}w_{i}^{2}\\)，对其求导会得到与参数\\(w_i\\)相关的项，在梯度下降等优化算法中，参数的更新会朝着使平方和减小的方向进行，这会使得参数逐渐变小，但不会直接变为0。\n",
    "- **与L1正则化对比**：L1正则化的数学形式为\\(L = L_0+\\lambda\\sum_{i}|w_i|\\)，其正则化项的导数在\\(w_i = 0\\)处是不连续的，在优化过程中更容易使得参数\\(w_i\\)被更新为0，而L2正则化的导数是连续的，不会出现这种情况。\n",
    "\n",
    "#### 模型优化角度\n",
    "- **平滑作用**：L2正则化倾向于将模型的参数分布变得更加平滑和均匀，避免出现某些参数过大而导致模型过拟合的情况。它通过对参数的平方和进行惩罚，使得各个参数都受到一定程度的约束，共同对模型的输出产生影响，而不是让少数几个参数主导模型的行为，所以参数会整体变小而不是直接为0。\n",
    "- **保留信息**：在很多情况下，模型中的各个特征都可能对预测结果有一定的贡献，只是贡献程度不同。L2正则化不会像L1正则化那样直接将某些参数置为0从而完全忽略对应的特征，而是让所有参数都保留一定的非零值，只是将其大小进行调整，这样可以保留更多的特征信息，使模型能够综合利用各种特征进行更准确的预测。\n",
    "\n",
    "#### 几何解释角度\n",
    "- **等高线与约束区域的关系**：从几何角度看，在二维参数空间中，L2正则化的约束区域是一个圆形（高维空间中是超球体）。模型的最优解是在原始损失函数的等高线与正则化约束区域边界相切的点处取得。这个相切的点一般不会是参数为0的点，而是在参数空间中使得原始损失函数和正则化项达到平衡的一个点，通常表现为参数有一定的非零值但相对较小。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2.2 套索回归(Lasso)\n",
    "\n",
    "\n",
    "\n",
    "从线性回归开始，其损失函数如下:\n",
    "$$ J(\\theta) = \\frac{1}{2} \\sum_{i=1}^m (h_\\theta(x^{(i)}) - y^{(i)})^2 $$\n",
    "\n",
    "其中：\n",
    "- $J(\\theta)$ 表示损失函数，用来衡量模型预测值与真实值之间的差异程度，目标是通过调整参数 $\\theta$ 使它尽可能小。\n",
    "- $m$ 是训练样本的数量。\n",
    "- $x^{(i)}$ 是第 $i$ 个训练样本的特征值，$y^{(i)}$ 是第 $i$ 个训练样本的真实值。\n",
    "- $h_\\theta(x^{(i)})$ 是基于参数 $\\theta$ 的模型对第 $i$ 个样本的预测值，在线性回归中，$h_\\theta(x) = \\theta_0 + \\theta_1x_1 + \\cdots + \\theta_nx_n$ 。\n",
    "- 前面乘上 $\\frac{1}{2}$ 主要是为了在后续使用梯度下降法求导时，让计算更简便，不影响损失函数本身的性质和最小值的求解。 \n",
    "\n",
    "L1 正则化的损失函数，令 $J_0 = J(\\theta)$，则有:\n",
    "$$ J = J_0+\\alpha *\\sum_{i=1}^n |w_i| $$\n",
    "\n",
    "令 $L1 = \\alpha * \\sum_{i=1}^n |w_i|$，则有:\n",
    "$$ J = J_0 + L1 $$\n",
    "其中 $J_0$ 为线性回归的损失函数，$L1$ 为 L1 正则化项。\n",
    "\n",
    "公式$(J = J_0+\\alpha *\\sum_{i=1}^n |w_i|)$是一个带有L1正则化项的损失函数表达式，以下是对它的详细解释：\n",
    "- **各项含义**\n",
    "    - **$J$**：表示最终的损失函数，是在原始损失函数的基础上加上正则化项得到的，模型训练的目标就是最小化这个损失函数$(J)$。\n",
    "    - **$J_0$**：是原始的损失函数，比如在线性回归中可能是均方误差（MSE），在逻辑回归中可能是交叉熵损失等，它衡量了模型在训练数据上的预测误差。\n",
    "    - **$\\alpha$**：是正则化系数，它控制着正则化项的强度。$(\\alpha)$的值越大，对模型参数的约束作用就越强，会使模型更加倾向于选择简单的、参数值较小的模型；$\\alpha$的值越小，正则化的作用就越弱，模型就越接近只根据原始损失函数$(J_0)$进行训练的情况。\n",
    "    - **$\\sum_{i=1}^n |w_i|$**：是L1正则化项，$(w_i)$表示模型的第$(i)$个参数，$(n)$是参数的总数。L1正则化项是模型所有参数的绝对值之和，它会促使模型的一些参数变为0，从而实现特征选择的功能，使得模型具有更好的可解释性，同时也有助于防止模型过拟合。\n",
    "- **作用及效果**\n",
    "    - **防止过拟合**：在机器学习中，当模型过于复杂时，容易出现过拟合现象，即模型在训练数据上表现很好，但在测试数据或新的数据上表现不佳。通过添加L1正则化项，可以对模型的参数进行约束，限制参数的取值范围，使得模型不能任意地拟合训练数据中的噪声和细节，从而提高模型的泛化能力，减少过拟合的风险。\n",
    "    - **特征选择**：由于L1正则化会使一些参数变为0，这相当于自动对特征进行了筛选。那些对模型贡献较小的特征对应的参数会被置为0，从而得到一个更简洁、更易于解释的模型，我们可以很直观地看出哪些特征对模型的影响较大，哪些特征可以被忽略。\n",
    "\n",
    "例如，在一个文本分类任务中，使用逻辑回归模型并添加L1正则化。如果某些词的权重经过训练后变为0，就说明这些词对于分类任务的贡献不大，可以被视为不重要的特征。而那些权重不为0的词，则是对文本分类有重要作用的特征。\n",
    "\n",
    "\n",
    "- **公式构成**：损失函数 $J = J_0 + L_1$，其中 $J_0$ 是原始损失函数，$L_1$ 是L1正则化项，$L_1 = \\alpha * \\sum_{i = 1}^{n}|w_i|$，$\\alpha$ 是正则化系数 ，$w_i$ 是权值。\n",
    "- **函数特性**：$J$ 因含绝对值符号不完全可微。\n",
    "- **机器学习任务**：通过梯度下降等方法求损失函数最小值。添加L1正则项后，任务变为在 $L_1$ 约束下求 $J_0$ 的最小值。\n",
    "- **二维情况说明**：当只有两个权值 $w_1$、$w_2$ 时，$L_1 = |w_1| + |w_2|$，可用等值线来表示求解 $J_0$ 过程和L1正则化函数 $L_1$ 。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始方程的斜率: [ 0.20162045 -0.97900935 -0.18733668 -0.92798451 -0.0559081   0.62585018\n",
      "  0.79206653  0.53117897  1.34901685 -0.44719099  1.52891423  0.31972196\n",
      "  0.17769657 -1.06113647 -0.01670927  1.3799769   0.56258441  0.4789936\n",
      " -1.71744748  1.0565857 ]\n",
      "原始方程的截距: [7]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "\n",
    "#1.创建数据集 X,y\n",
    "X = 2*np.random.rand(100,20)\n",
    "w = np.random.randn(20,1)\n",
    "b = np.random.randint(1,10,size=1)\n",
    "y = X.dot(w)+b+np.random.randn(100,1)\n",
    "\n",
    "print('原始方程的斜率:',w.ravel())\n",
    "print('原始方程的截距:',b)\n",
    "\n",
    "# Generate dat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "套索回归求解的斜率: [ 0.88191395 -1.94485332  0.         -0.24262525 -0.53969737 -0.\n",
      "  0.99284063 -0.          0.74176107 -1.22524722 -1.39539207 -0.65397247\n",
      "  0.20055589  1.51734717  0.3279474  -0.5586937   0.09715589  0.28744568\n",
      "  0.93697839 -0.61131916]\n",
      "套索回归求解的截距: [8.82959403]\n"
     ]
    }
   ],
   "source": [
    "lasso = Lasso(alpha=0.1)\n",
    "lasso.fit(X, y)\n",
    "print('套索回归求解的斜率:',lasso.coef_)\n",
    "print('套索回归求解的截距:',lasso.intercept_)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "套索回归求解的斜率: [ 0.12551757 -1.36917226 -0.08115433 -0.74288409 -0.08466646  0.47192971\n",
      "  0.72990039  0.55358549  1.41756139 -0.39754976  1.35019497  0.4055678\n",
      " -0.08846221 -1.03498341  0.30909106  1.55822233  0.72830542  0.59674816\n",
      " -1.55577085  1.07450882]\n",
      "套索回归求解的截距: [6.90810927]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/xindors/Documents/workspace/hetonghai-projects/artificial-intelligence-code/.venv/lib/python3.13/site-packages/sklearn/base.py:1389: UserWarning: With alpha=0, this algorithm does not converge well. You are advised to use the LinearRegression estimator\n",
      "  return fit_method(estimator, *args, **kwargs)\n",
      "/Users/xindors/Documents/workspace/hetonghai-projects/artificial-intelligence-code/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:695: UserWarning: Coordinate descent with no regularization may lead to unexpected results and is discouraged.\n",
      "  model = cd_fast.enet_coordinate_descent(\n",
      "/Users/xindors/Documents/workspace/hetonghai-projects/artificial-intelligence-code/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:695: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.733e+01, tolerance: 6.388e-02 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead.\n",
      "  model = cd_fast.enet_coordinate_descent(\n"
     ]
    }
   ],
   "source": [
    "lasso= Lasso(alpha=0)\n",
    "lasso.fit(X,y)\n",
    "print('套索回归求解的斜率:',lasso.coef_)\n",
    "print('套索回归求解的截距:',lasso.intercept_)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 随机梯度下降求解的斜率: [ 0.12551757 -1.36917226 -0.08115433 -0.74288409 -0.08466646  0.47192971\n",
      "  0.72990039  0.55358549  1.41756139 -0.39754976  1.35019497  0.4055678\n",
      " -0.08846221 -1.03498341  0.30909106  1.55822233  0.72830542  0.59674816\n",
      " -1.55577085  1.07450882]\n",
      "随机梯度下降求解的截距: [6.90810927]\n"
     ]
    }
   ],
   "source": [
    "# 线性回归梯度下降方法\n",
    "# 随机梯度下降\n",
    "\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "\n",
    "sgd = SGDRegressor(penalty='l1', alpha=0, eta0=0.05,max_iter=1000, learning_rate='constant', random_state=42)\n",
    "sgd.fit(X,y.reshape(-1,))\n",
    "\n",
    "print(' 随机梯度下降求解的斜率:',lasso.coef_)\n",
    "print('随机梯度下降求解的截距:',lasso.intercept_)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.3 岭回归(Ridge)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 原始方程斜率: [1 2 8 6 4]\n",
      " 原始方程截距: [7]\n",
      " 岭回归斜率: [ 0.34910621  0.3033327   0.078003   -0.15270851 -0.7830003 ]\n",
      " 岭回归截距: [11.22839551]\n",
      " 随机梯度斜率: [ 0.92623238  0.82530405  0.70417368  0.30249419 -0.27941177]\n",
      " 随机梯度截距: [8.50316926]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "\n",
    "\n",
    "X = 2*np.random.rand(100,5)\n",
    "w = np.random.randint(1,10,size=(5,1))\n",
    "b = np.random.randint(1,10,size=1)\n",
    "\n",
    "print(' 原始方程斜率:',w.ravel())\n",
    "print(' 原始方程截距:',b)\n",
    "\n",
    "ridge = Ridge(alpha=1,solver='sag')\n",
    "ridge.fit(X,y)\n",
    "\n",
    "print(' 岭回归斜率:',ridge.coef_)\n",
    "print(' 岭回归截距:',ridge.intercept_)\n",
    "\n",
    "sgd = SGDRegressor(penalty='l2',alpha=0.01,max_iter=1000,learning_rate='constant',eta0=0.01)\n",
    "sgd.fit(X,y.reshape(-1,))\n",
    "\n",
    "print(' 随机梯度斜率:',sgd.coef_)\n",
    "print(' 随机梯度截距:',sgd.intercept_)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正规方程截距: [[ 0.35761701  0.31619564  0.08142316 -0.15671957 -0.80838165]]\n",
      " 正规方程截距: [11.23269352]\n"
     ]
    }
   ],
   "source": [
    "# 正规方程\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X,y)\n",
    "\n",
    "print('正规方程截距:',model.coef_)\n",
    "print(' 正规方程截距:',model.intercept_)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 线性回归衍生法()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.1 Ridge 使用\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.2 Lasso 算法使用\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.3弹性算法(Elastic-Net)\n",
    "\n",
    "$$ min_{w} \\frac{1}{2n_samples}||Xw - y||^2_2 + \\alpha \\rho ||w||_1 + \\frac{\\alpha(1-\\rho)}{2}||w||^2_2$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始方程的维度: [ 1.03417851  1.79573283  1.60725316  0.26940786  1.68220281  0.64141789\n",
      "  0.1310183   0.0663501  -0.988625   -1.63158021 -0.91938229 -0.32635758\n",
      "  0.26195619  0.45934648  0.83511812  1.21625666  0.48717551  0.31771559\n",
      " -0.46489574 -1.53585966]\n",
      "原始方程的截距: [8]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "from sklearn.linear_model import ElasticNet\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "\n",
    "X = 2 * np.random.rand(100, 20)\n",
    "w = np.random.randn(20,1)\n",
    "b = np.random.randint(1,10,size=1)\n",
    "y = X.dot(w) + b + np.random.randn(100, 1)\n",
    "\n",
    "print('原始方程的维度:',w.ravel())\n",
    "print('原始方程的截距:',b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "弹性回归斜率: [ 0.03934913  0.30967013  0.33180605  0.18718247  0.37483021  0.1282947\n",
      "  0.03821292 -0.00043352 -0.29700903 -0.28762946 -0.15687735 -0.\n",
      "  0.16489741  0.          0.08862416  0.08538154  0.08521121  0.11578195\n",
      " -0.24470801 -0.35895873]\n",
      "弹性回归截距: [12.45398429]\n"
     ]
    }
   ],
   "source": [
    "model = ElasticNet(alpha=1,l1_ratio=0.1)\n",
    "model.fit(X,y)\n",
    "print('弹性回归斜率:',model.coef_)\n",
    "print('弹性回归截距:',model.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "随机梯度下降模型的系数为： [ 1.13390156  2.13669258  1.93805097  0.82584142  1.97711665  0.86648689\n",
      "  0.43941124  0.36187435 -0.9777896  -1.0761401  -0.63337988  0.0102765\n",
      "  0.82882062  0.53347704  1.16589708  1.70728236  0.73920112  0.69229402\n",
      " -0.36357418 -0.79267473]\n",
      "随机梯度下降模型的截距为： [1.51410749]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/xindors/Documents/workspace/hetonghai-projects/artificial-intelligence-code/.venv/lib/python3.13/site-packages/sklearn/utils/validation.py:1408: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "sgd = SGDRegressor(penalty='elasticnet',alpha=0.01,l1_ratio=1)\n",
    "sgd.fit(X,y)\n",
    "print('随机梯度下降模型的系数为：',sgd.coef_)\n",
    "print('随机梯度下降模型的截距为：',sgd.intercept_)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5 多项式回归\n",
    "升纬的目的是为了去解决欠拧合的问题的，也就是为了提高模型的准确率。因为当维度不够时，说白了就是对预测结果考虑的因素少的话，坑定不能准确的计算出模型。在做升维的时候，最常见的手段就是将已知维度进行相乘(或者自乘)来构建新的维度，如下图所示。普通线性方程无法拟合，必须是多项式，才能完美拟合曲线规律，图中是二次多项式。\n",
    "下图的多项式为: $y=ax^2+bx+c$，其中$a,b,c$为待求参数。 这儿 $x^2$ 就是升维\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "对于多项式回归来说主要是为了扩展线性回归算法适应更广泛的数据集，比如我们数据集有两个维度$x_1,x_2$, 那么多元线性回归模型可以写成:$\\hat{y} = w_0+w_1x_1+w_2x_2$。\n",
    "当我们使用二阶多项式升维的时候，数据集就从原来的$x_1,x_2$扩展成了$x_1,x_2,x_1^2,x_2^2,x_1x_2$。因此多元线性回归就得去多计算三个维度所对应的$w$值：$\\hat{y} = w_0+w_1x_1+w_2x_2+w_3x_1^2+w_4x_2^2+w_5x_1x_2$。此时拟合出来的就是曲线，可以解决一些线性回归的欠拟合问题。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1206e8550>]"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# 1.创建数据，并可视化\n",
    "X = np.linspace(-1,11,num=100)\n",
    "y = (X-5)**2+3*X-12+np.random.randn(100)\n",
    "X = X.reshape(-1,1)\n",
    "plt.scatter(X,y,color='blue')\n",
    "\n",
    "#2.创建预测数据\n",
    "X_test = np.linspace(-2,12,num=200).reshape(-1,1)\n",
    "\n",
    "\n",
    "#3.不进行升维,普通线性回归\n",
    "plt.scatter(X,y)\n",
    "model_1 = LinearRegression()\n",
    "model_1.fit(X,y)\n",
    "y_test_1= model_1.predict(X_test)\n",
    "plt.plot(X_test,y_test_1,color='red',label='Ordinary Linear Regression')\n",
    "\n",
    "\n",
    "\n",
    "# 4.多项式升维+正规方程线性回归\n",
    "X = np.concatenate([X,X**2],axis=1) # 升维，特征变多\n",
    "model_2 = LinearRegression()\n",
    "model_2.fit(X,y)\n",
    "# 5.测试数据处理，并预测\n",
    "X_test = np.concatenate([X_test,X_test**2],axis=1) \n",
    "y_test =model_2.predict(X_test)\n",
    "\n",
    "#6. 可视化\n",
    "plt.plot(X_test[:,0],y_test,color='green',label='预测值')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5.1 多项式回归基本概念"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5.2 多项式回归实战 1.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "\n",
    "# 1.创建数据，并可视化\n",
    "X = np.linspace(-1,11,num=100)\n",
    "y = (X-5)**2+3*X-12+np.random.randn(100)\n",
    "X = X.reshape(-1,1)\n",
    "plt.scatter(X,y,color='blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1234d79d0>]"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "\n",
    "# 1.创建数据，并可视化\n",
    "X = np.linspace(-1,11,num=100)\n",
    "y = (X-5)**2+3*X-12+np.random.randn(100)\n",
    "X = X.reshape(-1,1)\n",
    "plt.scatter(X,y,color='blue')\n",
    "\n",
    "#2.创建预测数据\n",
    "X_test = np.linspace(-2,12,num=200).reshape(-1,1)\n",
    "\n",
    "#3.不进行升维,普通线性回归\n",
    "plt.scatter(X,y)\n",
    "model_1 = LinearRegression()\n",
    "model_1.fit(X,y)\n",
    "y_test_1= model_1.predict(X_test)\n",
    "plt.plot(X_test,y_test_1,color='red',label='Ordinary Linear Regression')\n",
    "# 4.多项式升维+正规方程线性回归\n",
    "X = np.concatenate([X,X**2],axis=1) # 升维，特征变多\n",
    "model_2 = LinearRegression()\n",
    "model_2.fit(X,y)\n",
    "# 5.测试数据处理，并预测\n",
    "X_test = np.concatenate([X_test,X_test**2],axis=1) \n",
    "y_test =model_2.predict(X_test)\n",
    "\n",
    "#6. 可视化\n",
    "plt.plot(X_test[:,0],y_test,color='green',label='预测值')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5.3 多项式回归实战2.0\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12348f9d0>]"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import PolynomialFeatures,StandardScaler\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "\n",
    "# 1. 准备数据\n",
    "X = np.linspace(-1,11,num=100)\n",
    "y = (X-5)**2+3*X-12+np.random.randn(100)\n",
    "X = X.reshape(-1,1)\n",
    "plt.scatter(X,y)\n",
    "\n",
    "\n",
    "#2.创建预测数据\n",
    "X_test = np.linspace(-2,12,num=100).reshape(-1,1)\n",
    "plt.scatter(X,y,color='blue')\n",
    "# 3. 使用PolynomialFeature 进行升维度\n",
    "poly = PolynomialFeatures()\n",
    "poly.fit(X,y)\n",
    "X = poly.transform(X)\n",
    "s = StandardScaler()\n",
    "X = s.fit_transform(X)\n",
    "\n",
    "model = SGDRegressor(eta0=0.01,penalty='l2')\n",
    "model.fit(X,y)\n",
    "\n",
    "#4. 预测是数据\n",
    "X_test = poly.transform(X_test)\n",
    "X_test_normal = s.transform(X_test)\n",
    "y_test = model.predict(X_test_normal)\n",
    "plt.plot(X_test[:,1],y_test,color='green',label='predict')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 6],\n",
       "       [6, 7],\n",
       "       [3, 5],\n",
       "       [8, 1],\n",
       "       [2, 8]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([[ 1.,  6.,  1.,  6., 36.],\n",
       "       [ 6.,  7., 36., 42., 49.],\n",
       "       [ 3.,  5.,  9., 15., 25.],\n",
       "       [ 8.,  1., 64.,  8.,  1.],\n",
       "       [ 2.,  8.,  4., 16., 64.]])"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = np.random.randint(0,10,size=(5,2))\n",
    "display(X)\n",
    "poly = PolynomialFeatures(degree=2,interaction_only=False,include_bias=False) # interaction_only=True 特征之间相乘，不能自乘。\n",
    "poly.fit_transform(X)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.6 降维系列算法\n",
    "\n",
    "### 相关背景\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据降维\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据降维方法\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PCA降维\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LDA线性判别式\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NMF非负矩阵分解\n",
    "1.NMF 的基本思想可以简单描述为: 对任意给定的一个非负矩阵 A, NMF 算法能够寻找到一个非负矩阵 U和一个非负矩阵 V,使满足，从而将一个非负的矩阵分解为左右两个非负矩阵的乘积。\n",
    "$$ V_{(F\\times N)} = W_{(F\\times K)} \\times H_{(K\\times N)} $$\n",
    "\n",
    "![image.png](https://bkimg.cdn.bcebos.com/pic/e850352ac65c10388b5c85e0b9119313b07e89f6?x-bce-process=image/format,f_auto/watermark,image_d2F0ZXIvYmFpa2UyNzI,g_7,xp_5,yp_5,P_20/resize,m_lfit,limit_1,h_1080)\n",
    "\n",
    "2. 解前后可理解为: 原始矩阵$V$的列向量是对做举证$W$中所有列向量的加权和，而权重系数就是右侧矩阵对应列向量的元素，故称$W$为基矩阵。一般情况下$k$（$W$矩阵的列）的选择要比$N$小，满足$(F+N)K<FN$,这时用基矩阵$W$代替原始矩阵。就可以实现对原始矩阵进行降维，得到数据特征的降维矩阵，从而减少存储空间，减少计算资源。\n",
    "3. 原矩阵$V$中的一列向量可以接受为对做举证$W$中所有列项链（称为基向量）的加权和。而权重系数为右矩阵 $H$中对应列向量中的元素。这种基于基向量的组合的表示形式具有很直观的语义接受，它翻译了人类思维中“局部构成整体”的概念。\n",
    "4. 虽然 NMF是一个很厉害的算法，但其实质是加权和，我们可以在原理上等效为基本的线性方程：\n",
    "   $$ y = a_1x_1+a_2x_2+...+a_nx_n $$\n",
    "   $y$构成了矩阵中的元素，$a$是权重系数，$x$是特征。矩阵乘法中特征用列向量表示，权重系数用行向量表示，所以成了图中所看到的样子。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5.1, 3.5, 1.4, 0.2],\n",
       "       [4.9, 3. , 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.3, 0.2],\n",
       "       [4.6, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.6, 1.4, 0.2],\n",
       "       [5.4, 3.9, 1.7, 0.4],\n",
       "       [4.6, 3.4, 1.4, 0.3],\n",
       "       [5. , 3.4, 1.5, 0.2],\n",
       "       [4.4, 2.9, 1.4, 0.2],\n",
       "       [4.9, 3.1, 1.5, 0.1],\n",
       "       [5.4, 3.7, 1.5, 0.2],\n",
       "       [4.8, 3.4, 1.6, 0.2],\n",
       "       [4.8, 3. , 1.4, 0.1],\n",
       "       [4.3, 3. , 1.1, 0.1],\n",
       "       [5.8, 4. , 1.2, 0.2],\n",
       "       [5.7, 4.4, 1.5, 0.4],\n",
       "       [5.4, 3.9, 1.3, 0.4],\n",
       "       [5.1, 3.5, 1.4, 0.3],\n",
       "       [5.7, 3.8, 1.7, 0.3],\n",
       "       [5.1, 3.8, 1.5, 0.3],\n",
       "       [5.4, 3.4, 1.7, 0.2],\n",
       "       [5.1, 3.7, 1.5, 0.4],\n",
       "       [4.6, 3.6, 1. , 0.2],\n",
       "       [5.1, 3.3, 1.7, 0.5],\n",
       "       [4.8, 3.4, 1.9, 0.2],\n",
       "       [5. , 3. , 1.6, 0.2],\n",
       "       [5. , 3.4, 1.6, 0.4],\n",
       "       [5.2, 3.5, 1.5, 0.2],\n",
       "       [5.2, 3.4, 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.6, 0.2],\n",
       "       [4.8, 3.1, 1.6, 0.2],\n",
       "       [5.4, 3.4, 1.5, 0.4],\n",
       "       [5.2, 4.1, 1.5, 0.1],\n",
       "       [5.5, 4.2, 1.4, 0.2],\n",
       "       [4.9, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.2, 1.2, 0.2],\n",
       "       [5.5, 3.5, 1.3, 0.2],\n",
       "       [4.9, 3.6, 1.4, 0.1],\n",
       "       [4.4, 3. , 1.3, 0.2],\n",
       "       [5.1, 3.4, 1.5, 0.2],\n",
       "       [5. , 3.5, 1.3, 0.3],\n",
       "       [4.5, 2.3, 1.3, 0.3],\n",
       "       [4.4, 3.2, 1.3, 0.2],\n",
       "       [5. , 3.5, 1.6, 0.6],\n",
       "       [5.1, 3.8, 1.9, 0.4],\n",
       "       [4.8, 3. , 1.4, 0.3],\n",
       "       [5.1, 3.8, 1.6, 0.2],\n",
       "       [4.6, 3.2, 1.4, 0.2],\n",
       "       [5.3, 3.7, 1.5, 0.2],\n",
       "       [5. , 3.3, 1.4, 0.2],\n",
       "       [7. , 3.2, 4.7, 1.4],\n",
       "       [6.4, 3.2, 4.5, 1.5],\n",
       "       [6.9, 3.1, 4.9, 1.5],\n",
       "       [5.5, 2.3, 4. , 1.3],\n",
       "       [6.5, 2.8, 4.6, 1.5],\n",
       "       [5.7, 2.8, 4.5, 1.3],\n",
       "       [6.3, 3.3, 4.7, 1.6],\n",
       "       [4.9, 2.4, 3.3, 1. ],\n",
       "       [6.6, 2.9, 4.6, 1.3],\n",
       "       [5.2, 2.7, 3.9, 1.4],\n",
       "       [5. , 2. , 3.5, 1. ],\n",
       "       [5.9, 3. , 4.2, 1.5],\n",
       "       [6. , 2.2, 4. , 1. ],\n",
       "       [6.1, 2.9, 4.7, 1.4],\n",
       "       [5.6, 2.9, 3.6, 1.3],\n",
       "       [6.7, 3.1, 4.4, 1.4],\n",
       "       [5.6, 3. , 4.5, 1.5],\n",
       "       [5.8, 2.7, 4.1, 1. ],\n",
       "       [6.2, 2.2, 4.5, 1.5],\n",
       "       [5.6, 2.5, 3.9, 1.1],\n",
       "       [5.9, 3.2, 4.8, 1.8],\n",
       "       [6.1, 2.8, 4. , 1.3],\n",
       "       [6.3, 2.5, 4.9, 1.5],\n",
       "       [6.1, 2.8, 4.7, 1.2],\n",
       "       [6.4, 2.9, 4.3, 1.3],\n",
       "       [6.6, 3. , 4.4, 1.4],\n",
       "       [6.8, 2.8, 4.8, 1.4],\n",
       "       [6.7, 3. , 5. , 1.7],\n",
       "       [6. , 2.9, 4.5, 1.5],\n",
       "       [5.7, 2.6, 3.5, 1. ],\n",
       "       [5.5, 2.4, 3.8, 1.1],\n",
       "       [5.5, 2.4, 3.7, 1. ],\n",
       "       [5.8, 2.7, 3.9, 1.2],\n",
       "       [6. , 2.7, 5.1, 1.6],\n",
       "       [5.4, 3. , 4.5, 1.5],\n",
       "       [6. , 3.4, 4.5, 1.6],\n",
       "       [6.7, 3.1, 4.7, 1.5],\n",
       "       [6.3, 2.3, 4.4, 1.3],\n",
       "       [5.6, 3. , 4.1, 1.3],\n",
       "       [5.5, 2.5, 4. , 1.3],\n",
       "       [5.5, 2.6, 4.4, 1.2],\n",
       "       [6.1, 3. , 4.6, 1.4],\n",
       "       [5.8, 2.6, 4. , 1.2],\n",
       "       [5. , 2.3, 3.3, 1. ],\n",
       "       [5.6, 2.7, 4.2, 1.3],\n",
       "       [5.7, 3. , 4.2, 1.2],\n",
       "       [5.7, 2.9, 4.2, 1.3],\n",
       "       [6.2, 2.9, 4.3, 1.3],\n",
       "       [5.1, 2.5, 3. , 1.1],\n",
       "       [5.7, 2.8, 4.1, 1.3],\n",
       "       [6.3, 3.3, 6. , 2.5],\n",
       "       [5.8, 2.7, 5.1, 1.9],\n",
       "       [7.1, 3. , 5.9, 2.1],\n",
       "       [6.3, 2.9, 5.6, 1.8],\n",
       "       [6.5, 3. , 5.8, 2.2],\n",
       "       [7.6, 3. , 6.6, 2.1],\n",
       "       [4.9, 2.5, 4.5, 1.7],\n",
       "       [7.3, 2.9, 6.3, 1.8],\n",
       "       [6.7, 2.5, 5.8, 1.8],\n",
       "       [7.2, 3.6, 6.1, 2.5],\n",
       "       [6.5, 3.2, 5.1, 2. ],\n",
       "       [6.4, 2.7, 5.3, 1.9],\n",
       "       [6.8, 3. , 5.5, 2.1],\n",
       "       [5.7, 2.5, 5. , 2. ],\n",
       "       [5.8, 2.8, 5.1, 2.4],\n",
       "       [6.4, 3.2, 5.3, 2.3],\n",
       "       [6.5, 3. , 5.5, 1.8],\n",
       "       [7.7, 3.8, 6.7, 2.2],\n",
       "       [7.7, 2.6, 6.9, 2.3],\n",
       "       [6. , 2.2, 5. , 1.5],\n",
       "       [6.9, 3.2, 5.7, 2.3],\n",
       "       [5.6, 2.8, 4.9, 2. ],\n",
       "       [7.7, 2.8, 6.7, 2. ],\n",
       "       [6.3, 2.7, 4.9, 1.8],\n",
       "       [6.7, 3.3, 5.7, 2.1],\n",
       "       [7.2, 3.2, 6. , 1.8],\n",
       "       [6.2, 2.8, 4.8, 1.8],\n",
       "       [6.1, 3. , 4.9, 1.8],\n",
       "       [6.4, 2.8, 5.6, 2.1],\n",
       "       [7.2, 3. , 5.8, 1.6],\n",
       "       [7.4, 2.8, 6.1, 1.9],\n",
       "       [7.9, 3.8, 6.4, 2. ],\n",
       "       [6.4, 2.8, 5.6, 2.2],\n",
       "       [6.3, 2.8, 5.1, 1.5],\n",
       "       [6.1, 2.6, 5.6, 1.4],\n",
       "       [7.7, 3. , 6.1, 2.3],\n",
       "       [6.3, 3.4, 5.6, 2.4],\n",
       "       [6.4, 3.1, 5.5, 1.8],\n",
       "       [6. , 3. , 4.8, 1.8],\n",
       "       [6.9, 3.1, 5.4, 2.1],\n",
       "       [6.7, 3.1, 5.6, 2.4],\n",
       "       [6.9, 3.1, 5.1, 2.3],\n",
       "       [5.8, 2.7, 5.1, 1.9],\n",
       "       [6.8, 3.2, 5.9, 2.3],\n",
       "       [6.7, 3.3, 5.7, 2.5],\n",
       "       [6.7, 3. , 5.2, 2.3],\n",
       "       [6.3, 2.5, 5. , 1.9],\n",
       "       [6.5, 3. , 5.2, 2. ],\n",
       "       [6.2, 3.4, 5.4, 2.3],\n",
       "       [5.9, 3. , 5.1, 1.8]])"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import datasets\n",
    "from sklearn.decomposition import NMF\n",
    "import numpy as np\n",
    "\n",
    "X ,y = datasets.load_iris(return_X_y=True)\n",
    "X\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.int64(0)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(X<0).sum() # False 0 True 对应 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.41324371, 0.10506861],\n",
       "       [0.36526388, 0.14126424],\n",
       "       [0.37757125, 0.10223772],\n",
       "       [0.34981602, 0.1492182 ],\n",
       "       [0.41563004, 0.09571702]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nmf = NMF(n_components=2,max_iter=1000)\n",
    "W = nmf.fit_transform(X)\n",
    "display(W[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[11.05890917,  7.97350461,  2.22400134,  0.06796582],\n",
       "       [ 5.0036085 ,  2.0079157 ,  4.5922802 ,  1.64852844]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H = nmf.components_\n",
    "H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5.1, 3.5, 1.4, 0.2],\n",
       "       [4.9, 3. , 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.3, 0.2],\n",
       "       [4.6, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.6, 1.4, 0.2]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "array([[5.09574684, 3.50596954, 1.40155905, 0.20129503],\n",
       "       [4.746251  , 3.1960799 , 1.46107232, 0.25770357],\n",
       "       [4.68708374, 3.21585086, 1.30922324, 0.19420373],\n",
       "       [4.61521306, 3.08887722, 1.46324309, 0.26976598],\n",
       "       [5.07534539, 3.50621977, 1.36392116, 0.18604087]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_ = W.dot(H)\n",
    "display(X[:5],X_[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.41324371, 0.10506861],\n",
       "       [0.36526388, 0.14126424],\n",
       "       [0.37757125, 0.10223772],\n",
       "       [0.34981602, 0.1492182 ],\n",
       "       [0.41563004, 0.09571702],\n",
       "       [0.42856359, 0.1572765 ],\n",
       "       [0.3761242 , 0.11440775],\n",
       "       [0.39302319, 0.13172574],\n",
       "       [0.33197911, 0.14156243],\n",
       "       [0.36909998, 0.14470395],\n",
       "       [0.43623036, 0.11423328],\n",
       "       [0.375189  , 0.14903129],\n",
       "       [0.36394888, 0.13071439],\n",
       "       [0.36080432, 0.06219985],\n",
       "       [0.50204166, 0.03577078],\n",
       "       [0.49676259, 0.08194308],\n",
       "       [0.45870244, 0.07598311],\n",
       "       [0.40940897, 0.11410956],\n",
       "       [0.44031148, 0.16060493],\n",
       "       [0.42448247, 0.11090485],\n",
       "       [0.39855272, 0.17840803],\n",
       "       [0.41311166, 0.12778848],\n",
       "       [0.42516994, 0.00838804],\n",
       "       [0.36406321, 0.20884687],\n",
       "       [0.35258486, 0.21000133],\n",
       "       [0.35534419, 0.18341983],\n",
       "       [0.37781899, 0.17013099],\n",
       "       [0.41085874, 0.12690085],\n",
       "       [0.41085738, 0.11442019],\n",
       "       [0.35496712, 0.16320776],\n",
       "       [0.35258079, 0.17255935],\n",
       "       [0.40595266, 0.15584324],\n",
       "       [0.4599099 , 0.07080379],\n",
       "       [0.48659516, 0.0562054 ],\n",
       "       [0.36526524, 0.1537449 ],\n",
       "       [0.40055518, 0.08644107],\n",
       "       [0.44137738, 0.09078086],\n",
       "       [0.41431505, 0.08516717],\n",
       "       [0.3470499 , 0.1133964 ],\n",
       "       [0.39817293, 0.13323464],\n",
       "       [0.41179394, 0.09227731],\n",
       "       [0.2956124 , 0.17884504],\n",
       "       [0.36212204, 0.09771102],\n",
       "       [0.37768558, 0.1803702 ],\n",
       "       [0.39050888, 0.20123918],\n",
       "       [0.3562794 , 0.14879629],\n",
       "       [0.4207825 , 0.12218724],\n",
       "       [0.3648868 , 0.12105217],\n",
       "       [0.43108062, 0.11272438],\n",
       "       [0.39302183, 0.11924508],\n",
       "       [0.19381814, 0.93642759],\n",
       "       [0.17415439, 0.89576845],\n",
       "       [0.16222816, 0.99244902],\n",
       "       [0.10532514, 0.83307389],\n",
       "       [0.14162513, 0.94897144],\n",
       "       [0.11563142, 0.898495  ],\n",
       "       [0.15763655, 0.93610451],\n",
       "       [0.14620999, 0.64679154],\n",
       "       [0.16198042, 0.92455575],\n",
       "       [0.12372018, 0.78589406],\n",
       "       [0.10614602, 0.72031787],\n",
       "       [0.15593769, 0.84293928],\n",
       "       [0.13504199, 0.82133823],\n",
       "       [0.12486228, 0.94637555],\n",
       "       [0.18583016, 0.70623329],\n",
       "       [0.19343699, 0.87877353],\n",
       "       [0.11788433, 0.89938263],\n",
       "       [0.15488816, 0.79943035],\n",
       "       [0.0884942 , 0.97117751],\n",
       "       [0.14075122, 0.78049218],\n",
       "       [0.11429733, 0.97631684],\n",
       "       [0.17390393, 0.80291386],\n",
       "       [0.08611331, 1.03045174],\n",
       "       [0.12499569, 0.93613634],\n",
       "       [0.17428508, 0.86056791],\n",
       "       [0.18075118, 0.88510732],\n",
       "       [0.14583967, 0.98510388],\n",
       "       [0.12918842, 1.03567915],\n",
       "       [0.13094722, 0.91326091],\n",
       "       [0.18741062, 0.68382405],\n",
       "       [0.13560012, 0.76650262],\n",
       "       [0.14696958, 0.73713832],\n",
       "       [0.1622881 , 0.77686555],\n",
       "       [0.06683206, 1.05992731],\n",
       "       [0.10758486, 0.89636483],\n",
       "       [0.16479283, 0.88308843],\n",
       "       [0.16699811, 0.94878452],\n",
       "       [0.11638421, 0.92643847],\n",
       "       [0.15569267, 0.80000734],\n",
       "       [0.12039729, 0.81738852],\n",
       "       [0.10162925, 0.88179828],\n",
       "       [0.13993306, 0.91820952],\n",
       "       [0.14721732, 0.80503159],\n",
       "       [0.14382366, 0.65614312],\n",
       "       [0.12554974, 0.84385874],\n",
       "       [0.15714243, 0.81279864],\n",
       "       [0.14577162, 0.82968227],\n",
       "       [0.16398561, 0.85755011],\n",
       "       [0.18281493, 0.59003756],\n",
       "       [0.14577026, 0.81720161],\n",
       "       [0.02517262, 1.28167656],\n",
       "       [0.04502836, 1.08403236],\n",
       "       [0.066636  , 1.26078867],\n",
       "       [0.05201038, 1.16846727],\n",
       "       [0.03943754, 1.24045287],\n",
       "       [0.03964171, 1.41059659],\n",
       "       [0.03648632, 0.94611566],\n",
       "       [0.05076478, 1.32581969],\n",
       "       [0.02739563, 1.2465203 ],\n",
       "       [0.08659377, 1.29205194],\n",
       "       [0.11492215, 1.06442218],\n",
       "       [0.06085737, 1.13373245],\n",
       "       [0.08132563, 1.17496858],\n",
       "       [0.02850645, 1.08692644],\n",
       "       [0.03339072, 1.12139442],\n",
       "       [0.08319876, 1.13068282],\n",
       "       [0.07738064, 1.14331904],\n",
       "       [0.09371056, 1.3787283 ],\n",
       "       [0.        , 1.49839004],\n",
       "       [0.04052116, 1.06977644],\n",
       "       [0.0788086 , 1.2195207 ],\n",
       "       [0.05349964, 1.04156613],\n",
       "       [0.02601934, 1.43907326],\n",
       "       [0.08968122, 1.04188921],\n",
       "       [0.08371468, 1.19057832],\n",
       "       [0.09082739, 1.23981269],\n",
       "       [0.09960227, 1.01221428],\n",
       "       [0.10198996, 1.01534336],\n",
       "       [0.03811982, 1.2049417 ],\n",
       "       [0.09849416, 1.19676947],\n",
       "       [0.05961313, 1.30356553],\n",
       "       [0.13428366, 1.30269416],\n",
       "       [0.03428508, 1.21398265],\n",
       "       [0.09365209, 1.04757037],\n",
       "       [0.03444165, 1.15281373],\n",
       "       [0.07479553, 1.32857065],\n",
       "       [0.06668228, 1.18349954],\n",
       "       [0.07976697, 1.13396745],\n",
       "       [0.10437493, 0.99351111],\n",
       "       [0.10154615, 1.14831145],\n",
       "       [0.06467303, 1.21306319],\n",
       "       [0.11648081, 1.10542331],\n",
       "       [0.04502836, 1.08403236],\n",
       "       [0.05858944, 1.2586585 ],\n",
       "       [0.06837571, 1.22674212],\n",
       "       [0.09111055, 1.13057154],\n",
       "       [0.06323963, 1.08693888],\n",
       "       [0.09231529, 1.10043089],\n",
       "       [0.08043671, 1.132303  ],\n",
       "       [0.07662105, 1.05297225]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_nmf = nmf.fit_transform(X)\n",
    "X_nmf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LLE局部线性嵌入降维算法 \n",
    "1. 所谓LLE（局部线性嵌入）即”Locally Linear Embedding”的降维算法，在处理所谓流形降维的时候，效果比PCA要好很多。首先，所谓流形，我们脑海里最直观的印象就是Swiss roll，在吃它的时候喜欢把它整个摊开成一张饼再吃，其实这个过程就实现了对瑞士卷的降维操作，即从三维降到了两维。降维前，我们看到相邻的卷层之间看着距离很近，但其实摊开成饼状后才发现其实距离很远，所以如果不进行降维操作，而是直接根据近邻原则去判断相似性其实是不准确的。 \n",
    "2. 和传统的PCA，LDA等关注样本方差的降维方法相比，LLE关注于降维时保持样本局部的线性特征（保持原有拓扑结构），由于LLE在降维时保持了样本的局部特征，它广泛的用于图像识别，高维数据可视化等领域。LLE是非线性降维技术，可以说是流形学习方法最经典的算法之一。很多后续的流形学习、降维方法都与LLE有密切联系。 \n",
    "![image.png](https://img0.baidu.com/it/u=931079231,492394884&fm=253&fmt=auto&app=138&f=JPEG?w=659&h=248)\n",
    "\n",
    "3.传统的机器学习方法中，数据点和数据点之间的距离和映射函数都是定义在欧式空间中的，然而在实际情况中，这些数据点可能不是分布在欧式空间中的（比如黎曼空间），因此传统欧式空间的度量难以用于真实世界的非线性数据，从而需要对数据的分布引入新的假设。黎曼空间就是弯曲的空间\n",
    "\n",
    "5.LLE算法认为每一个数据点都可以由其近邻点的线性加权组合构造得到，LLE算法主要步骤：\n",
    "- 寻找每个样本点的k个近邻点；\n",
    "- 由每个样本点的近邻点计算出该样本点的局部重建权值矩阵；\n",
    "- 由该样本点的局部重建权值矩阵和其近邻点计算出该样本点的输出值。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import LocallyLinearEmbedding\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn import datasets\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "X,t = datasets.make_swiss_roll(n_samples=1500,noise=0.05,random_state=1024)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 9))\n",
    "axes3D = Axes3D(fig)\n",
    "axes3D.scatter(X[:,0],X[:,1],X[:,2],c=t)\n",
    "fig.add_axes(axes3D)\n",
    "axes3D.view_init(elev=7, azim=80)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1500, 3)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1263bc2d0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X)\n",
    "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x126aabc50>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lle = LocallyLinearEmbedding(n_components=2,n_neighbors=15)\n",
    "X_lle = lle.fit_transform(X)\n",
    "plt.scatter(X_lle[:,0],X_lle[:,1],c=t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
